melinda gates, Twitter, 4/16/2018 10:04:46 AM, 148320


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melinda gates_2018-04-16_02-25-31.xlsx
melinda gates_2018-04-16_02-25-31.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 16, 2018
Short Description:
melinda gates via NodeXL http://bit.ly/2IY4x0H
@itprofess_actor
@gatesfoundation
@melindagates
@du_beat
@glblctzn
@sutopadas10
@amtrillionaire
@nbcnewyork
@refinery29
@michelleobama

Top hashtags:
#tasmeemsa
#womenintech
#quote
#sxsw
#whatdonorswant
#equalpayday
#sgr

Description:
Description
The graph represents a network of 1,498 Twitter users whose tweets in the requested range contained "melinda gates", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 16 April 2018 at 09:26 UTC.

The requested start date was Monday, 16 April 2018 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 17-hour, 47-minute period from Monday, 02 April 2018 at 05:15 UTC to Sunday, 15 April 2018 at 23:03 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 1498
Unique Edges : 1521
Edges With Duplicates : 397
Total Edges : 1918
Number of Edge Types : 3
Mentions : 1254
Tweet : 413
Replies to : 251
Self-Loops : 413
Reciprocated Vertex Pair Ratio : 0.0152905198776758
Reciprocated Edge Ratio : 0.0301204819277108
Connected Components : 394
Single-Vertex Connected Components : 233
Maximum Vertices in a Connected Component : 496
Maximum Edges in a Connected Component : 769
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.135624
Graph Density : 0.00059219462512029
Modularity : 0.727723
NodeXL Version : 1.0.1.396

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[46] http://blogs.edweek.org/edweek/teacherbeat/2018/02/teacher_evaluation_efforts_haven't_shown_results_bill_melinda_gates.html?cmp=soc-edit-tw
[43] https://www.globalcitizen.org/en/content/gates-paying-off-nigeria-debt/?utm_source=twitter&utm_medium=social&utm_content=global&utm_campaign=general-content&linkId=50285785
[34] https://architizer.com/projects/gates-hall/
[25] http://unfoundationblog.org/wp-content/uploads/2014/03/5women-4.jpg
[21] https://www.bloomberg.com/news/articles/2018-04-03/how-melinda-gates-is-tackling-tech-s-gender-problem
[12] https://megaphone.link/BLM8300534702
[12] https://bloom.bg/2H4Pumg
[9] https://www.refinery29.com/2018/04/195985/melinda-gates-equal-pay-day
[7] http://www.businessinsider.com/bill-and-melinda-gates-marriage-2017-11
[6] https://www.refinery29.com/2018/04/195985/melinda-gates-equal-pay-day?utm_source=twitter&utm_medium=twitter_share

Top URLs in Tweet in G1:
[6] https://megaphone.link/BLM8300534702
[5] https://www.bloomberg.com/news/articles/2018-04-03/how-melinda-gates-is-tackling-tech-s-gender-problem
[4] http://unfoundationblog.org/wp-content/uploads/2014/03/5women-4.jpg
[4] http://www.businessinsider.com/bill-melinda-gates-wealth-2018-2
[4] https://www.globalcitizen.org/en/content/gates-paying-off-nigeria-debt/?utm_source=twitter&utm_medium=social&utm_campaign=share
[4] https://www.refinery29.com/2018/04/195985/melinda-gates-equal-pay-day
[3] https://www.vox.com/2018/3/19/17126130/melinda-gates-money-foundation-diversity-climate-education
[3] http://join-donate.blogspot.com/2018/04/what-donors-want-episode-5-bill-melinda.html
[3] https://www.vanguardngr.com/2018/04/bill-melinda-gates-thank-love-nigeria/
[3] http://www.naijadailyfeed.com/senior-program-assistant-to-the-director-job-at-bill-and-melinda-gates-foundation/

Top URLs in Tweet in G2:
[1] https://twitter.com/i/web/status/984702424169369601
[1] https://twitter.com/i/web/status/982819092720529409
[1] https://twitter.com/i/web/status/982821469267771392
[1] https://twitter.com/i/web/status/983250100783792128
[1] https://twitter.com/i/web/status/983251146411143168
[1] https://twitter.com/i/web/status/983597431794286593
[1] https://twitter.com/i/web/status/983598131412533248
[1] https://twitter.com/i/web/status/983598419838038016
[1] https://twitter.com/i/web/status/983599146853515270
[1] https://twitter.com/i/web/status/983601853995741184

Top URLs in Tweet in G3:
[6] https://www.refinery29.com/2018/04/195985/melinda-gates-equal-pay-day?utm_source=twitter&utm_medium=twitter_share
[4] https://www.refinery29.com/2018/04/195985/melinda-gates-equal-pay-day
[3] https://www.thebookseller.com/news/pan-mac-buys-timely-book-female-power-melinda-gates-762476
[2] https://www.refinery29.com/2018/04/195985/melinda-gates-equal-pay-day?utm_source=twitter
[2] https://www.refinery29.com/2018/04/195985/melinda-gates-equal-pay-day?bucketed=true&bucketing_referrer=https://www.linkedin.com/feed/update/urn:li:activity:6389476134093885440/&utm_content=69858344&utm_medium=social&utm_source=twitter
[2] https://www.bloomberg.com/news/articles/2018-04-03/how-melinda-gates-is-tackling-tech-s-gender-problem
[2] http://bit.ly/2GxVfb4
[2] https://bloom.bg/2Gt2HZ2
[2] https://buff.ly/2FT6H4F
[1] http://m-gat.es/2Dc6pjg

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/983199101767499776

Top URLs in Tweet in G5:
[45] http://blogs.edweek.org/edweek/teacherbeat/2018/02/teacher_evaluation_efforts_haven't_shown_results_bill_melinda_gates.html?cmp=soc-edit-tw
[1] http://blogs.edweek.org/edweek/teacherbeat/2018/02/teacher_evaluation_efforts_haven't_shown_results_bill_melinda_gates.html?cmp=soc-tw-shr

Top URLs in Tweet in G6:
[42] https://www.globalcitizen.org/en/content/gates-paying-off-nigeria-debt/?utm_source=twitter&utm_medium=social&utm_content=global&utm_campaign=general-content&linkId=50285785
[2] https://www.globalcitizen.org/en/content/gates-paying-off-nigeria-debt/?utm_source=twitter&utm_medium=social&utm_content=global&utm_campaign=general-content&linkId=50433668
[2] http://dubeat.com/2018/04/dr-sue-desmond-hellmann-ceo-bill-and-melinda-gates-foundation-addresses-the-students-of-maitreyi-college/

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/984096585503199233
[1] https://twitter.com/i/web/status/983157780856168448
[1] https://twitter.com/i/web/status/983161923389796353
[1] https://twitter.com/i/web/status/983162222640877569
[1] https://twitter.com/i/web/status/983164239761330178

Top URLs in Tweet in G8:
[4] https://goo.gl/YTU3EB
[3] http://fundraising.co.uk/2018/04/06/donors-want-episode-5-bill-melinda-gates-foundation/
[2] http://fundraising.co.uk/2018/04/06/donors-want-episode-5-bill-melinda-gates-foundation/#.WsyHkaAnQN0.twitter
[2] http://dlvr.it/QNg84V
[2] http://dlvr.it/QNg422
[2] http://fundraising.co.uk/2018/04/06/donors-want-episode-5-bill-melinda-gates-foundation/#.WssgItPwbeQ
[1] https://www.gatesnotes.com/Books/Factfulness?WT.mc_id=20180403173200_Factfulness_BG-TW&WT.tsrc=BGTW&linkId=50007092&sf86593998=1
[1] https://twitter.com/i/web/status/984436475830808576
[1] https://twitter.com/i/web/status/984505420155899904
[1] http://fundraising.co.uk/2018/04/06/donors-want-episode-5-bill-melinda-gates-foundation/#.Wssk19Pwbos

Top URLs in Tweet in G9:
[34] https://architizer.com/projects/gates-hall/

Top Domains
Top Domains in Tweet in Entire Graph:
[244] twitter.com
[52] globalcitizen.org
[47] edweek.org
[34] architizer.com
[25] unfoundationblog.org
[24] refinery29.com
[23] bloomberg.com
[22] bloom.bg
[17] youtube.com
[17] linkedin.com

Top Domains in Tweet in G1:
[59] twitter.com
[14] feedburner.com
[10] linkedin.com
[8] youtube.com
[8] globalcitizen.org
[8] jobcenternigeria.com
[7] facebook.com
[6] megaphone.link
[6] refinery29.com
[5] lnkd.in

Top Domains in Tweet in G2:
[137] twitter.com

Top Domains in Tweet in G3:
[15] refinery29.com
[4] m-gat.es
[4] twitter.com
[3] thebookseller.com
[2] qz.com
[2] bloomberg.com
[2] bit.ly
[2] bloom.bg
[2] buff.ly
[1] time.com

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G5:
[46] edweek.org

Top Domains in Tweet in G6:
[44] globalcitizen.org
[2] dubeat.com

Top Domains in Tweet in G7:
[5] twitter.com

Top Domains in Tweet in G8:
[9] co.uk
[4] dlvr.it
[4] goo.gl
[2] twitter.com
[1] gatesnotes.com

Top Domains in Tweet in G9:
[34] architizer.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[34] tasmeemsa
[31] womenintech
[26] quote
[16] sxsw
[15] whatdonorswant
[14] equalpayday
[13] sgr
[12] openaccess
[11] genderpay
[11] paygap



Top Hashtags in Tweet in G1:
[5] quote
[4] budgettips
[4] funds
[4] globalcitizen
[4] nimblequotes
[3] tips
[3] womenintech
[3] women
[3] melindagates
[3] techtitans

Top Hashtags in Tweet in G3:
[12] sxsw
[11] equalpayday
[9] 20percentcounts
[3] womenintech
[2] wearewil
[2] gender
[2] fintech
[2] ecommerce
[1] timesup
[1] wagegap

Top Hashtags in Tweet in G4:
[1] billgatessr
[1] billgatesjr
[1] shotatlife
[1] voicesforvaccines
[1] unitednations
[1] everychildbytwo
[1] globalhealthinitiative
[1] goodclub
[1] givingpledge

Top Hashtags in Tweet in G6:
[4] youthforhealth
[1] events

Top Hashtags in Tweet in G8:
[15] whatdonorswant
[4] charity
[3] rotavirus
[3] fundraising
[3] feedly
[1] philanthropy

Top Hashtags in Tweet in G9:
[34] tasmeemsa

Top Words
Top Words in Tweet in Entire Graph:
[651] Words in Sentiment List#1: Positive
[284] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[23990] Non-categorized Words
[24927] Total Words
[1048] gates
[980] melinda
[796] bill
[268] foundation
[131] unicef

Top Words in Tweet in G1:
[280] gates
[258] melinda
[186] bill
[100] foundation
[36] director
[27] women
[27] senior
[27] program
[27] assistant
[24] nigeria

Top Words in Tweet in G2:
[130] unicef
[128] reach
[125] jeff
[123] question
[123] bezoz
[120] bill
[115] melinda
[108] gates
[91] please
[78] think

Top Words in Tweet in G3:
[77] melindagates
[41] s
[38] equal
[35] work
[24] women
[24] melinda
[23] pay
[21] close
[21] gates
[20] gap

Top Words in Tweet in G4:
[4] and_kell
[4] lalaruefrench75
[3] daniel_lf__
[3] wandaspangler2
[3] hornswaggled2
[3] erikwilson1975
[3] rustypee4
[3] itsmepanda1
[3] dkegel
[3] knakatani

Top Words in Tweet in G5:
[49] bill
[49] melinda
[49] gates
[47] educationweek
[46] teacher
[46] evaluation
[46] efforts
[46] haven't
[46] shown
[46] results

Top Words in Tweet in G6:
[46] bill
[46] melinda
[46] gates
[44] world's
[44] wealthiest
[44] people
[44] used
[44] money
[42] glblctzn
[5] bmgfindia

Top Words in Tweet in G7:
[39] gates
[36] death
[20] melinda
[19] bill
[18] rest
[18] life
[18] wishing
[16] row
[14] united
[14] states

Top Words in Tweet in G8:
[28] melinda
[23] gates
[20] bill
[20] gatesfoundation
[20] episode
[15] latest
[15] whatdonorswant
[14] foundation
[12] billgates
[12] want

Top Words in Tweet in G9:
[67] tasmeemsa
[34] bill
[34] melinda
[34] gates
[34] hall

Top Words in Tweet in G10:
[50] opportunities
[26] grand
[26] challenges
[25] new
[25] grant
[25] added
[25] particularly
[25] diverse
[25] set
[25] open

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[911] melinda,gates
[652] bill,melinda
[238] gates,foundation
[125] reach,unicef
[125] unicef,jeff
[123] question,reach
[123] jeff,bezoz
[120] bezoz,bill
[109] bill,gates
[91] gates,please

Top Word Pairs in Tweet in G1:
[237] melinda,gates
[152] bill,melinda
[95] gates,foundation
[30] bill,gates
[27] director,bill
[27] senior,program
[27] program,assistant
[27] assistant,director
[12] gates,thank
[12] thank,love

Top Word Pairs in Tweet in G2:
[125] reach,unicef
[125] unicef,jeff
[123] question,reach
[123] jeff,bezoz
[120] bezoz,bill
[115] bill,melinda
[108] melinda,gates
[91] gates,please
[75] please,think
[17] think,wh

Top Word Pairs in Tweet in G3:
[16] equal,work
[15] equal,pay
[15] pay,equal
[15] work,s
[15] melinda,gates
[14] s,continue
[14] continue,demand
[14] demand,equal
[14] s,go
[14] go,step

Top Word Pairs in Tweet in G4:
[3] daniel_lf__,wandaspangler2
[3] wandaspangler2,hornswaggled2
[3] hornswaggled2,erikwilson1975
[3] erikwilson1975,rustypee4
[3] rustypee4,itsmepanda1
[3] itsmepanda1,dkegel
[3] dkegel,knakatani
[3] knakatani,veritasever
[3] md444444444,lilearthling369
[3] lilearthling369,vbalance03

Top Word Pairs in Tweet in G5:
[49] bill,melinda
[49] melinda,gates
[46] teacher,evaluation
[46] evaluation,efforts
[46] efforts,haven't
[46] haven't,shown
[46] shown,results
[46] results,bill
[41] educationweek,teacher
[2] gates,educationweek

Top Word Pairs in Tweet in G6:
[46] bill,melinda
[46] melinda,gates
[44] world's,wealthiest
[44] wealthiest,people
[44] people,used
[44] used,money
[44] money,bill
[42] glblctzn,world's
[4] youthforhealth,today
[4] today,morning

Top Word Pairs in Tweet in G7:
[20] melinda,gates
[18] rest,life
[18] life,wishing
[18] wishing,bill
[18] bill,gates
[18] gates,melinda
[18] gates,death
[18] death,death
[16] death,row
[14] row,united

Top Word Pairs in Tweet in G8:
[20] melinda,gates
[18] bill,melinda
[14] gates,foundation
[10] donors,want
[10] want,episode
[10] episode,5
[10] 5,bill
[9] latest,episode
[9] check,out
[8] world,both

Top Word Pairs in Tweet in G9:
[34] bill,melinda
[34] melinda,gates
[34] gates,hall
[34] hall,tasmeemsa
[33] tasmeemsa,bill

Top Word Pairs in Tweet in G10:
[26] grand,challenges
[25] new,grant
[25] grant,opportunities
[25] opportunities,added
[25] added,particularly
[25] particularly,diverse
[25] diverse,set
[25] set,open
[25] open,opportunities
[25] opportunities,grand

Top Replied-To
Top Replied-To in Entire Graph:
@voicesofyouth
@ncbn
@melindagates
@worldbank
@commonsenseed
@unicef
@toyinsaraki
@who
@itu

Top Replied-To in G1:

Top Replied-To in G2:
@voicesofyouth
@worldbank
@unicef
@commonsenseed
@who_europe
@phumzileunwomen
@who
@itu
@toyinsaraki
@johngreen

Top Replied-To in G3:
@melindagates
@mrfengi
@cindygallop

Top Replied-To in G4:
@daniel_lf__
@md444444444

Top Replied-To in G5:
@educationweek
@pcunningham57

Top Replied-To in G7:
@crsnews
@nbcnewyork
@nytimes
@wsj
@ny1
@usatoday
@politico
@cnnmoney
@chanel
@businessinsider

Top Replied-To in G8:
@gatesfoundation
@billgates
@badermasaker

Top Mentioned
Top Mentioned in Entire Graph:
@melindagates
@educationweek
@glblctzn
@tasmeemsa
@enablerofvision
@gatesfoundation
@riesgos_ec
@business
@emilychangtv
@refinery29

Top Mentioned in G1:
@cryptoironic
@1hourpro
@w3livenews
@feelib
@bibliotecafmusp
@ed4credit

Top Mentioned in G2:
@usowomen
@drtedros
@atayeshe
@un
@commonsenseed
@slaughteram
@draxelrod_who
@whoafro
@who
@unfpa

Top Mentioned in G3:
@melindagates
@emilychangtv
@refinery29
@leaninorg
@philipwelkhoff
@booksbybluebird
@mljmljmlj
@linkedin
@thebookseller
@akiito7

Top Mentioned in G4:
@and_kell
@lalaruefrench75
@wandaspangler2
@hornswaggled2
@erikwilson1975
@rustypee4
@itsmepanda1
@dkegel
@knakatani
@veritasever

Top Mentioned in G5:
@educationweek
@arneduncan
@johnbking
@edu_post
@the74
@edtrust
@emcollective
@kress_sandy
@eduflack
@jwilliamsmrhs

Top Mentioned in G6:
@glblctzn
@bmgfindia
@suedhellmann
@du_beat
@rashmirnaik
@gatesfoundation

Top Mentioned in G7:
@nytimes
@nickkristof
@catholicrelief
@tylerpager
@fdny
@insider_picks
@saunderswsj
@moviepass
@moviefone
@nyse

Top Mentioned in G8:
@gatesfoundation
@billgates
@ukfundraising
@rachelstefshef
@ig_advisors
@prospect_us
@defeatdd
@misfitsmedia
@fundraisingwrks
@chriscatholic

Top Mentioned in G9:
@tasmeemsa

Top Mentioned in G10:
@enablerofvision

Top Tweeters
Top Tweeters in Entire Graph:
@journalkoeln
@nvpeople
@_dpaj
@marcylauren
@marshawright
@arkangelscrap
@gborum
@m7drsh
@buchpromotion
@gosibi

Top Tweeters in G1:
@journalkoeln
@gborum
@buchpromotion
@naijadailyfeed
@diamondnewsngr
@emceeslim
@1hourpro
@nigeriadaiily
@mariada18810214
@aroundomedia

Top Tweeters in G2:
@nilimajumder
@segob_mx
@theroot
@mspackyetti
@matthewherper
@un
@unfoundation
@cathmckenna
@sljournal
@natgeochannel

Top Tweeters in G3:
@arkangelscrap
@youbrandinc
@scsmorishita
@cindygallop
@wef
@spirosmargaris
@refinery29
@junebuggin
@annecater
@thebookseller

Top Tweeters in G4:
@alicekeeler
@svagdis
@itsmepanda1
@wandaspangler2
@veritasever
@lalaruefrench75
@doritmi
@vbalance03
@thetattooedprof
@jhewitt123

Top Tweeters in G5:
@educationweek
@milaspicola
@garybartanus
@mindyrosier
@eduflack
@faith9250
@drmcar
@edtrust
@arotherham
@the74

Top Tweeters in G6:
@marcylauren
@bliadhnaichean
@jennyfear666
@clausosad
@tarynkelly7
@clemesha_alison
@sutopadas10
@mori99saki
@bathb0y
@stephanietang31

Top Tweeters in G7:
@businessinsider
@nytimes
@politico
@usatoday
@wsj
@fastcompany
@nbcnewyork
@1010wins
@cnnmoney
@fox5ny

Top Tweeters in G8:
@charitynewsuk
@ft
@howardlake
@c_a_t_a_l_y_s_t
@wiselafemmeaol
@misfitsmedia
@ig_advisors
@ukfundraising
@gatesfoundation
@globalhealthorg

Top Tweeters in G9:
@m7drsh
@gosibi
@7ol3a
@altthat
@at2th
@s77aw
@hak4aa
@7kayasa
@wnsahh
@9r7ol

Top Tweeters in G10:
@iam_ogd
@kelayit
@victhetics
@sire_noel
@harieson
@alfaruqstories
@enablerofvision
@wandeaj
@chujorog
@acresofsaphire